Chatbots With Attitude: Enhancing Chatbot Interactions Through Dynamic Personality Infusion
Authors
Equipping chatbots with personality has the potential of transforming user interactions from mere transactions to engaging conversations, enhancing user satisfaction and experience. In this work, we introduce dynamic personality infusion, a novel intermediate stage between the chatbot and the user that adjusts the chatbot's response using a dedicated chatbot personality model and GPT-4 without altering the chatbot's semantic capabilities. To test the effectiveness of our method, we first collected human-chatbot conversations from 33 participants while they interacted with three LLM-based chatbots (GPT-3.5, Llama-2 13B, and Mistral 7B). Then, we conducted an online rating survey with 725 participants on the collected conversations. We analyze the impact of the personality infusion on the perceived trustworthiness of the chatbots and the suitability of different personality profiles for real-world chatbot use cases. Our work paves the way for dynamic, personalized chatbots, enhancing user trust and real-world applicability.
Research Questions / Practical Problems
Question signals indexed for this paper.
Research Questions
3- How can chatbots be imbued with dynamically controllable personality while keeping core functionality unaffected?Category: Conversational Agent Persona, Personality, and Social Trait DesignSimilar questionsarrow_forward
- What is the best method for dynamically adjusting personality configurations based on large language models (e.g., GPT-4)?Category: Conversational Agent Persona, Personality, and Social Trait DesignSimilar questionsarrow_forward
- What specific impacts does injecting target personality traits have on user experience and satisfaction?Category: Conversational Agent Persona, Personality, and Social Trait DesignSimilar questionsarrow_forward
Practical Problems
1- Traditional chatbots lack personalization and struggle to provide authentic and engaging interactive experiences.Category: Conversational Agent Persona, Personality, and Social Trait DesignSimilar questionsarrow_forward
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